LD-Zephyria-37b

<!DOCTYPE html> <html lang="en"> <head> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>LD-Zephyria-37b Data Card</title> <link href="https://fonts.googleapis.com/css2?family=Quicksand:wght@400;500;600&display=swap" rel="stylesheet"> <style> body, html { height: 100%; margin: 0; padding: 0; font-family: 'Quicksand', sans-serif; background: linear-gradient(135deg, #0a1128 0%, #1c2541 100%); color: #e0e1dd; font-size: 16px; } .container { width: 100%; height: 100%; padding: 20px; margin: 0; background-color: rgba(255, 255, 255, 0.05); border-radius: 12px; box-shadow: 0 4px 10px rgba(0, 0, 0, 0.3); backdrop-filter: blur(10px); border: 1px solid rgba(255, 255, 255, 0.1); } .header h1 { font-size: 28px; color: #4cc9f0; margin: 0 0 20px 0; text-shadow: 2px 2px 4px rgba(0, 0, 0, 0.3); } .update-section h2 { font-size: 24px; color: #7209b7; } .update-section p { font-size: 16px; line-height: 1.6; color: #e0e1dd; } .info img { width: 100%; border-radius: 10px; margin-bottom: 15px; } a { color: #4cc9f0; text-decoration: none; } a:hover { color: #f72585; } .button { display: inline-block; background-color: #3a0ca3; color: #e0e1dd; padding: 10px 20px; border-radius: 5px; cursor: pointer; text-decoration: none; } .button:hover { background-color: #7209b7; } pre { background-color: #1c2541; padding: 10px; border-radius: 5px; overflow-x: auto; } code { font-family: 'Courier New', monospace; color: #e0e1dd; } </style> </head> <body> <div class="container"> <div class="header"> <h1>LD-Zephyria-37b [EXPERIMENTAL]</h1> </div> <div class="info"> <img src="https://cdn-uploads.huggingface.co/production/uploads/64545af5ec40bbbd01242ca6/6W3orrbf8A68l-3p_JxN1.png"> <h2>Model Information</h2> <p><strong>Base Model:</strong> unsloth/Mistral-Small-Instruct-2409</p> <p><strong>Strategy:</strong> Late Duplication</p> <p><strong>Total Layers:</strong> 55</p> <p><strong>Duplication Start:</strong> Layer 28 (50.9% of model)</p> <p><strong>Duplicated Layers:</strong> 21 (38.2% of model)</p> <p><strong>Unique Final Layers:</strong> 7 (12.7% of model)</p> <h2>Model Characteristics</h2> <ul> <li>Models down_proj and o_proj layers have been nulled and will require healing</li> <li>Emphasizes complex feature extraction before duplication</li> <li>Smallest duplicated section among all strategies</li> <li>Ideal for tasks requiring extensive unique feature processing</li> <li>May excel in tasks that benefit from a wide range of unique features before refinement</li> </ul> <h2>Configuration Visualization</h2> <pre><code> [ Unique ][ Duplicated ][ Unique ] 0 ------------------- 27 28 ------------ 48 49 --- 54 50.9% 38.2% 10.9% </code></pre> </div> </div> </body> </html>